diff --git a/README.rst b/README.rst
index c4a4b6fb1..6e404573f 100644
--- a/README.rst
+++ b/README.rst
@@ -69,5 +69,8 @@ The best way to support the development of skrub is to spread the word!
 Also, if you already are a skrub user, we would love to hear about your use cases and challenges in the `Discussions <https://github.com/skrub-data/skrub/discussions>`_ section.
 
 To report a bug or suggest enhancements, please
-`open an issue <https://docs.github.com/en/issues/tracking-your-work-with-issues/creating-an-issue>`_ and/or
-`submit a pull request <https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request>`_.
+`open an issue <https://docs.github.com/en/issues/tracking-your-work-with-issues/creating-an-issue>`_.
+
+If you want to contribute directly to the library, then check the
+`how to contribute <https://skrub-data.org/stable/CONTRIBUTING.html>`_ page on
+the website for more information.